I've never heard the phrase "to take an interview" before, but can give you a few useful collocations. Let's say that Person A (the interviewer) is asking the questions and Person B (the interviewee) is answering them.
Person A interviews Person B.
Person A is conducting an interview with Person B.
Person B is being interviewed by Person A.
Person B is giving an interview.
I hope this helps!
I would interview someone.
I might attend an interview.
I also might have an interview.
I can offer an intereview.
I would never "give" and interview. I might just about "take" an interview, but that would be a pretty odd thing to do. I would take an exam but I don't see an interview as an exam.
To give an interview, is used mainly for "celebrities".